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          "ticker": "IEX",
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          "method_notes": "Valuation based on DCF with normalized multiples; base case implies ~3.6% upside, within HOLD range. Not investment advice.",
          "current_price": 197.85,
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            "Revenue growth from industrial automation trends.",
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            "Strong cash flow supports shareholder returns.",
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            "Cyclical exposure limits near-term upside."
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          "method_notes": "Valuation based on 22x forward P/E and DCF. HOLD reflects limited upside to fair value. Not investment advice.",
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            "Diversified portfolio provides resilience across various industrial and life science end markets.",
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            "Operating margins remain robust despite inflationary pressures and volume volatility.",
            "Valuation is currently fair, reflecting balanced risk-reward at 21.5x forward earnings."
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